Oil and Gas
Find the early warning signs in your well, pump, compressor, pipeline, and process data before they become downtime, lost production, or another unanswered shift handoff. Grayson TimeSeries lets engineers and operators individually chat with their industrial process data for quick insights with a deterministic and auditable AI agent.
Get answers, quickly, by chatting with your industrial process data inside Microsoft Teams.

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Get fast, trustworthy answers from your industrial process data through conversation - no new dashboards, no coding, and no waiting for someone else.

Use Cases
The warning signs are already in your oil and gas data
Oil and gas teams are surrounded by historian data, but the people closest to the problem often do not have time to manually trend every pump, compressor, exchanger, and pipeline signal. Early warning signs get buried in CSV exports, dashboards, shift notes, and alarm noise.
Grayson TimeSeries Lite helps mill teams ask direct questions of that data and get evidence-based answers backed by deterministic models.
The cost: A failed downhole pump means a workover rig and deferred production.
What Grayson does: Tracks load and motor current variance, intake pressure trends, and cycle patterns across the well set, and surfaces the developing signature of pump wear, gas interference, or fluid pound.
Ask Grayson: "Here's the last 30 days of load and intake pressure for Well 14. Is the variance trending consistent with pump degradation or gas interference?"
Outcome: Help the operator prove whether “this well doesn’t look right” is backed by load, current, intake pressure, and cycle-pattern data analysis.
The cost: Valve failure is a leading cause of unplanned reciprocating compressor downtime in lost throughput, parts, and emergency labor.
What Grayson does: Tracks suction and discharge pressure variance, rod load patterns, and cylinder pressure profiles, and surfaces the developing signature of valve leakage and seat wear in the data.
Ask Grayson: "Here's two weeks of suction and discharge pressure for Compressor 3. Is the pressure variance showing a pattern consistent with valve degradation?"
Outcome: Help the engineer confirm whether pressure variance and cylinder-pattern changes match the signature of early valve degradation.
The cost: Fouling quietly taxes energy and throughput long before it forces an outage. An unplanned exchanger cleaning forces downtime and additional labor, plus the efficiency losses accumulated in the run-up.
What Grayson does: Correlates differential pressure, inlet and outlet temperature approach, and flow to show the fouling rate and when performance began departing from the clean baseline.
Ask Grayson: "Compare the temperature approach and differential pressure on exchanger E-201 over the last quarter. When did the fouling trend accelerate?"
Outcome: Help the team verify whether rising differential pressure and changing temperature approach point to fouling, not just normal process variation.
Grayson TimeSeries
Grayson TimeSeries is a Microsoft Teams app that lets engineers and operators individually chat with their industrial process data for quick insights with a deterministic and auditable AI agent.
FAQ
Answers to help you get started faster.
Real stories from teams who streamlined their workflow and delivered more with less.
What is Grayson TimeSeries?
Grayson TimeSeries is a Microsoft Teams app that lets engineers and operators individually chat with their industrial process data for quick insights with a deterministic and auditable AI agent.
How is Grayson TimeSeries different from traditional historian analytics tools used in the Oil and Gas industry?
Traditional analytics platforms require separate licenses, training, and often an IT project before the first answer. Grayson TimeSeries runs inside the Microsoft 365 Copilot subscription you already have, takes questions in natural language, and returns deterministic analysis on your exported historian data, with nothing new to install or learn.
Can Grayson read compressor and pipeline data from my existing SCADA or data historian?
Yes. Grayson works with any time-series export from your historian today: export the relevant tags to Excel or CSV and ask in plain language. If the data is in your historian, whether compressor pressures, rod loads, or flow rates, Grayson can work with it immediately, with no integration project required.
Can Grayson help with daily shift reports?
Yes. Grayson can analyze exported time-series data from the previous shift and help summarize what changed, which assets drifted from baseline, and which signals support the team’s hunches. It does not replace operator judgment or maintenance planning, but it can reduce the manual trend-hunting that often goes into shift handoff and daily reporting.
Can Grayson correlate flow data from multiple measurement points at once?
Yes. Grayson reads any combination of exported tags in a single query. Comparing flow rates, pressures, and mass balance data across multiple measurement points is a standard analysis.
Does Grayson work with rod load and cylinder pressure data from reciprocating compressors?
Yes. Rod load, cylinder pressure, and suction and discharge pressure variance are exactly the kinds of time-series data Grayson is built for. Export the relevant tags and ask in plain language.


